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公开(公告)号：US20190164132A1
公开(公告)日：2019-05-30
申请号：US15827337
申请日：2017-11-30
发明人： Gio Borje , Benjamin John McCann , David DiCato , Jerry Lin , Skylar Payne , Apoorv Khandelwal , Nadeem Anjum
CPC分类号： G06Q10/1053 , G06Q10/063112
摘要： Systems and methods for predicting feature values in a matrix are disclosed. In example embodiments, a server accesses a matrix, the matrix having multiple dimensions, one dimension of the matrix representing features, and one dimension of the matrix representing entities. The server separates the matrix into multiple submatrices along a first dimension, each submatrix including all cells in the matrix for a set of values in the first dimension. The server provides the multiple submatrices to multiple machines. The server computes, using each machine, a correlation between values in at least one second dimension of the matrix and a value for a preselected feature in the matrix, the correlation being used to predict the value for the preselected feature based on other values along the at least one second dimension. The server provides an output representing the computed correlation.
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公开(公告)号：US20190287070A1
公开(公告)日：2019-09-19
申请号：US15922732
申请日：2018-03-15
发明人： Erik Eugene Buchanan , Vijay Dialani , Sahin Cem Geyik , Benjamin John McCann , Ketan Thakkar , Patrick Cheung , Nadeem Anjum , David DiCato
摘要： Systems and methods for query expansion are disclosed. In some examples, a server receives, from a client device, a search query for employment candidates, the search query comprising a first set of parameters. The server determines a second set of parameters related to the first set of parameters in response to identifying a second parameter for the second set of parameters that corresponds with a first parameter from the first set of parameters, the professional records being stored in a professional data repository. The server generates, from the professional data repository, a first set of search results based on the first set of parameters and the second set of parameters. The server provides, to the client device, an output representing the first set of search results.
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公开(公告)号：US20190197486A1
公开(公告)日：2019-06-27
申请号：US15942383
申请日：2018-03-30
发明人： John Robert Jersin , Alexis Blevins Baird , Divyakumar Menghani , Benjamin John McCann , Huanyu Zhao
CPC分类号： G06Q10/1053 , G06F16/1834 , G06F16/24578 , G06F16/285 , G06F16/635 , G06F16/735 , G06F16/9032 , G06F16/90324 , G06F16/9535 , G06N7/005 , G06N20/00 , G06Q10/063112 , G06Q50/01
摘要： Techniques for calculating probability of hire scores in a streaming environment are described. In an embodiment, a system accesses a candidate stream definition comprising a hiring organization and a role. Additionally, the system accesses, based on the candidate stream definition, one or more stream-related information sources, and extracts attributes from the stream-related information sources. Moreover, the system identifies similar organizations based on the attributes, the role, and features of the hiring organization. Then, the system accesses historical data regarding hiring patterns at the similar organizations for the role. The system calculates, based on the historical data and interactions by the hiring organization with member profiles of an online system (e.g., hosting a social networking service), a probability of hire for the role. Next, the system presents the probability of hire. In some embodiments, the system identifies the similar organizations by identifying related roles based on the attributes and the role.
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公开(公告)号：US20190197180A1
公开(公告)日：2019-06-27
申请号：US15942361
申请日：2018-03-30
摘要： Techniques for dynamically altering weights to re-weight attributes of an ordering model based on feedback in a streaming environment are described. In an embodiment, a system accesses, based on a candidate stream definition comprising a role including a title, one or more stream-related information sources, and extracts attributes from the sources. Additionally, the system inputs the attributes to a combined ordering model that is trained by a machine learning algorithm to output ordering scores for member profiles of an online system (e.g., hosting a social networking service). The combined ordering model includes weights assigned to the attributes. Moreover, the system orders, based on the ordering scores, the profiles. Furthermore, the system presents, on a display, of top-ordered profiles. Then, the system accesses feedback regarding the top-ordered profiles and dynamically trains the weights assigned to each of the attributes to alter the weights assigned to the attributes based on the feedback.
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公开(公告)号：US10185738B1
公开(公告)日：2019-01-22
申请号：US15253588
申请日：2016-08-31
发明人： John Robert Jersin , Benjamin John McCann , Erik Eugene Buchanan , Kevin Keck , Jeffrey Michael Wright
摘要： Systems and methods for deduplication and disambiguation are disclosed. In example embodiments, a server accesses stored information about a first entity and stored information about a second entity. The server determines, based on the accessed stored information about the first entity and the accessed stored information about the second entity, a set of information items known about both the first entity and the second entity. The server computes, based on the set of information items, a probability that the first entity corresponds to the second entity by computing one or more expressiveness scores corresponding to a value of a first information item and a value of a second information item from the set of information items. The server provides, as a digital transmission, an output representing the computed probability.
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公开(公告)号：US10832219B2
公开(公告)日：2020-11-10
申请号：US15942361
申请日：2018-03-30
IPC分类号： G06F16/24 , G06Q10/10 , G06Q10/06 , G06Q50/00 , G06F16/9535 , G06F16/9032 , G06F16/28 , G06N20/00 , G06F16/2457 , G06F16/635 , G06F16/735 , H04L12/58 , H04L29/08 , G06N7/00 , G06F16/182
摘要： Techniques for dynamically altering weights to re-weight attributes of an ordering model based on feedback in a streaming environment are described. In an embodiment, a system accesses, based on a candidate stream definition comprising a role including a title, one or more stream-related information sources, and extracts attributes from the sources. Additionally, the system inputs the attributes to a combined ordering model that is trained by a machine learning algorithm to output ordering scores for member profiles of an online system (e.g., hosting a social networking service). The combined ordering model includes weights assigned to the attributes. Moreover, the system orders, based on the ordering scores, the profiles. Furthermore, the system presents, on a display, of top-ordered profiles. Then, the system accesses feedback regarding the top-ordered profiles and dynamically trains the weights assigned to each of the attributes to alter the weights assigned to the attributes based on the feedback.
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公开(公告)号：US10679188B2
公开(公告)日：2020-06-09
申请号：US15827337
申请日：2017-11-30
发明人： Gio Borje , Benjamin John McCann , David DiCato , Jerry Lin , Skylar Payne , Apoorv Khandelwal , Nadeem Anjum
摘要： Systems and methods for predicting feature values in a matrix are disclosed. In example embodiments, a server accesses a matrix, the matrix having multiple dimensions, one dimension of the matrix representing features, and one dimension of the matrix representing entities. The server separates the matrix into multiple submatrices along a first dimension, each submatrix including all cells in the matrix for a set of values in the first dimension. The server provides the multiple submatrices to multiple machines. The server computes, using each machine, a correlation between values in at least one second dimension of the matrix and a value for a preselected feature in the matrix, the correlation being used to predict the value for the preselected feature based on other values along the at least one second dimension. The server provides an output representing the computed correlation.
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公开(公告)号：US10606821B1
公开(公告)日：2020-03-31
申请号：US15274464
申请日：2016-09-23
IPC分类号： G06F17/00 , G06F7/00 , G06F16/23 , G06F16/2455
摘要： Systems and methods for applicant tracking system (ATS) integration with a deduplicator are disclosed. A recruiting company computer system accesses a first entity record external to an ATS. The recruiting company computer system determines that the first entity record corresponds to a second entity record within the ATS based on at least first information of the first entity record and second information of the second entity record. The first information is different from the second information. The recruiting company computer system imports, into the second entity record within the ATS, information from the first entity record external to the ATS in response to the first entity record corresponding to the second entity record. The recruiting company computer system provides, in response a request to access information about an entity associated with the second entity record, the information from the first entity record.
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公开(公告)号：US10467299B1
公开(公告)日：2019-11-05
申请号：US15341711
申请日：2016-11-02
IPC分类号： G06F16/248 , H04L29/08 , G06F21/60 , G06F16/951 , G06F16/955
摘要： Systems and methods for identifying user information from a set of pages are disclosed. In example embodiments, a server determines that a first set of pages is associated with a specific user based on addresses of the first set of pages having a common portion of a uniform resource locator (URL). The server determines that at least a threshold number of pages from the first set of pages include common information, the common information comprising contact information or social networking information. The server associates the contact information or the social networking information with a user profile of the specific user. The server provides, as a digital transmission, the contact information or the social networking information.
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公开(公告)号：US20190197485A1
公开(公告)日：2019-06-27
申请号：US15942352
申请日：2018-03-30
发明人： John Robert Jersin , Eduardo Vivas , Alexis Blevins Baird , Erik Eugene Buchanan , Benjamin John McCann
CPC分类号： G06Q10/1053 , G06F16/1834 , G06F16/24578 , G06F16/285 , G06F16/635 , G06F16/735 , G06F16/9032 , G06F16/90324 , G06F16/9535 , G06N7/005 , G06N20/00 , G06Q10/063112 , G06Q50/01
摘要： Techniques for suggesting roles for hiring searches are described An example system comprises a processor, a storage device, and a memory device holding an instruction set executable on the processor to cause the system to perform operations. The system determines an organization employing a user, and identifies, based on the organization, suggested roles to hire for. Bach suggested role includes a tide. Additionally, the system causes presentation of at least some of the suggested roles, and accesses, based on a selection of one of the presented suggested roles, member profiles of members of an online system. Moreover, the system extracts attributes from the member profiles, and generates a search query based on the extracted attributes. Furthermore, the system executes the query on the member profiles in the online system to return search results. Then, the system causes presentation, on a display device, of at least some of the search results.
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